Nils Friederich

14 papers Journal 10Unranked 4

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Are Foundation Models Ready for Industrial Defect Recognition? A Reality Check on Real-World Data. CoRR Simon Baeuerle, Pratik Khanna, Nils Friederich, Angelo Jovin Yamachui Sitcheu, Damir Shakirov, Andreas Steimer, Ralf Mikut
2025	J	`jnl`	Decision-Focused Fine-Tuning of Time Series Foundation Models for Dispatchable Feeder Optimization. CoRR Maximilian Beichter, Nils Friederich, Janik Pinter, Dorina Werling, Kaleb Phipps, Sebastian Beichter, Oliver Neumann, Ralf Mikut, Veit Hagenmeyer, Benedikt Heidrich
2025	J	`jnl`	EAP4EMSIG - Enhancing Event-Driven Microscopy for Microfluidic Single-Cell Analysis. CoRR Nils Friederich, Angelo Jovin Yamachui Sitcheu, Annika Nassal, Erenus Yildiz, Matthias Pesch, Maximilian Beichter, Lukas Scholtes, Bahar Akbaba, Thomas Lautenschlager, Oliver Neumann, Dietrich Kohlheyer, Hanno Scharr, Johannes Seiffarth, Katharina Nöh, Ralf Mikut
2025	J	`jnl`	LeDiFlow: Learned Distribution-guided Flow Matching to Accelerate Image Generation. CoRR Pascal Zwick, Nils Friederich, Maximilian Beichter, Lennart Hilbert, Ralf Mikut, Oliver Bringmann
2025	J	`jnl`	Self-Supervised Learning Strategies for a Platform to Test the Toxicity of New Chemicals and Materials. CoRR Thomas Lautenschlager, Nils Friederich, Angelo Jovin Yamachui Sitcheu, Katja Nau, Gaëlle Hayot, Thomas Dickmeis, Ralf Mikut
2024	—	`conf`	Decision-Focused Retraining of Forecast Models for Optimization Problems in Smart Energy Systems. e-Energy Maximilian Beichter, Dorina Werling, Benedikt Heidrich, Kaleb Phipps, Oliver Neumann, Nils Friederich, Ralf Mikut, Veit Hagenmeyer
2024	J	`jnl`	EAP4EMSIG - Experiment Automation Pipeline for Event-Driven Microscopy to Smart Microfluidic Single-Cells Analysis. CoRR Nils Friederich, Angelo Jovin Yamachui Sitcheu, Annika Nassal, Matthias Pesch, Erenus Yildiz, Maximilian Beichter, Lukas Scholtes, Bahar Akbaba, Thomas Lautenschlager, Oliver Neumann, Dietrich Kohlheyer, Hanno Scharr, Johannes Seiffarth, Katharina Nöh, Ralf Mikut
2024	—	`conf`	Intrinsic Explainable Artificial Intelligence Using Trainable Spatial Weights on Numerical Weather Predictions. e-Energy Oliver Neumann, Maximilian Beichter, Benedikt Heidrich, Nils Friederich, Veit Hagenmeyer, Ralf Mikut
2024	—	`conf`	Security Fence Inspection at Airports Using Object Detection. WACV (Workshops) Nils Friederich, Andreas Specker, Jürgen Beyerer
2024	—	`conf`	Tracking One-in-a-Million: Large-Scale Benchmark for Microbial Single-Cell Tracking with Experiment-Aware Robustness Metrics. ECCV Workshops (16) Johannes Seiffarth, Luisa Blöbaum, Richard D. Paul, Nils Friederich, Angelo Jovin Yamachui Sitcheu, Ralf Mikut, Hanno Scharr, Alexander Grünberger, Katharina Nöh
2024	J	`jnl`	Tracking one-in-a-million: Large-scale benchmark for microbial single-cell tracking with experiment-aware robustness metrics. CoRR Johannes Seiffarth, Luisa Blöbaum, Richard D. Paul, Nils Friederich, Angelo Jovin Yamachui Sitcheu, Ralf Mikut, Hanno Scharr, Alexander Grünberger, Katharina Nöh
2023	J	`jnl`	AI-based automated active learning for discovery of hidden dynamic processes: A use case in light microscopy. CoRR Nils Friederich, Angelo Jovin Yamachui Sitcheu, Oliver Neumann, Süheyla Eroglu-Kayikçi, Roshan Prizak, Lennart Hilbert, Ralf Mikut
2023	J	`jnl`	MLOps for Scarce Image Data: A Use Case in Microscopic Image Analysis. CoRR Angelo Jovin Yamachui Sitcheu, Nils Friederich, Simon Baeuerle, Oliver Neumann, Markus Reischl, Ralf Mikut
2023	J	`jnl`	Security Fence Inspection at Airports Using Object Detection. CoRR Nils Friederich, Andreas Specker, Jürgen Beyerer